{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from matplotlib import rcParams\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "np.seterr(all='ignore')\n",
    "rcParams['figure.figsize'] = (14, 6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from funcat import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from funcat.data.tushare_backend import TushareDataBackend\n",
    "from funcat.data.rqalpha_data_backend import RQAlphaDataBackend\n",
    "\n",
    "backend = \"rqalpha\"\n",
    "\n",
    "if backend == \"rqalpha\":\n",
    "    set_data_backend(RQAlphaDataBackend(\"~/.rqalpha/bundle\"))\n",
    "elif backend == \"tushare\":\n",
    "    set_data_backend(TushareDataBackend())\n",
    "\n",
    "set_start_date(\"2015-01-01\")\n",
    "S(\"000001.XSHG\")  # 设置当前关注股票\n",
    "T(\"2016-06-01\")   # 设置当前观察日期"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 基本API"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2917.15 2929.08 2909.51 2913.51 18838642100.0\n"
     ]
    }
   ],
   "source": [
    "print(O, H, L, C, V)  # 打印 Open High Low Close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.00106630277513"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C / C[1] - 1  # 当天涨幅"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2929.268"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "MA(C, 60)  # 打印60日均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C > MA(C, 60)  # 判断收盘价是否大于60日均线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3055.69"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HHV(H, 30)  # 30日最高价"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "COUNT(C > MA(C, 60), 30)  # 最近30日，收盘价 Close 大于60日均线的天数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CROSS(MA(C, 10), MA(C, 20))  # 10日均线上穿"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "COUNT(C > O, 10)  # 最近10天收阳线的天数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3085.03"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HHV(MAX(O, C), 60)  # 最近60天K线实体的最高价"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CROSS(MA(C, 5), MA(C, 10))  # 5日均线上穿10日均线"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 自定义公式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0x01 KDJ指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "75.7914832262 62.0860354856 103.202378707\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11171ae10>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QKIRMJrPi9XCZ3gEAsLzcurTz0FAYi4u1O3WldQZDt7A0v4xcT2McvyohMxeD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IgvLEwtdm07n1jM2oDJASigqvoDNFYSPaLcg4dvKxm/c7EFKh2VSOfT7xWph+JqwDGg1CsFod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\nSy8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11066fc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N, M1, M2 = 9, 3, 3\n",
    "\n",
    "RSV = (CLOSE - LLV(LOW, N)) / (HHV(HIGH, N) - LLV(LOW, N)) * 100\n",
    "K = EMA(RSV, (M1 * 2 - 1))\n",
    "D = EMA(K, (M2 * 2 - 1))\n",
    "J = K * 3 - D * 2\n",
    "\n",
    "ax = plt.subplot()\n",
    "\n",
    "plt.plot(K.series, label=\"K\", linewidth=2)\n",
    "plt.plot(D.series, label=\"D\", alpha=0.7)\n",
    "plt.plot(J.series, label=\"J\", alpha=0.7)\n",
    "\n",
    "print(K, D, J)\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0x02 均线金叉死叉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1117a7240>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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O/5OVcYdKMjhCiDR3Z2qTTxM6te/bQ3qjz3AMXzCCYgqCPkKlYxJ6deR/L4m2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\nyUoZDVznpDbseK0W6+YtyPEYrn17ZjSycK/T1uPnWqubcCTOoQudnKn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SZw5hT+wx+h0OlxPv8C+tKyJZ3nQWcxUZzpYyRJosxWTDQZo927dNEuSRKWnbvSTn9eD+7XXiU5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\ne8k2dfUOjs7e3L28gN5ggP1NBznRXoHVY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UxLdLN0bjo+919eOOCvMScvCY/TxoIZKWQk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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1117266a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot()\n",
    "\n",
    "ma10 = MA(C, 10)\n",
    "ma30 = MA(C, 30)\n",
    "buy_signal = CROSS(ma10, ma30)\n",
    "sell_signal = CROSS(ma30, ma10)\n",
    "\n",
    "plt.plot(C.series, label=\"close\", linewidth=2)\n",
    "plt.plot(ma10.series, label=\"ma10\", alpha=0.7)\n",
    "plt.plot(ma30.series, label=\"ma30\", alpha=0.7)\n",
    "\n",
    "plt.plot(np.where(buy_signal.series)[0], C.series[np.where(buy_signal.series)[0]], \"^\", label=\"buy\", markersize=12, color=\"red\")\n",
    "plt.plot(np.where(sell_signal.series)[0], C.series[np.where(sell_signal.series)[0]], \"v\", label=\"sell\", markersize=12, color=\"green\")\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0x03 DMA指标（Different of Moving Average）\n",
    "[DMA指标](http://wiki.mbalib.com/wiki/DMA)。DMA指标（Different of Moving Average）又叫平行线差指标，是目前股市分析技术指标中的一种中短期指标，它常用于大盘指数和个股的研判。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-97.1932 -112.57508\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11213c400>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EmDAS5IxB/4Cd3cca8DUZTlo0c7ICHIC4MC+ig01kl7bS0WPl3V0VAFy9PJZO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\nPY30O/pdBw0AXQC8U37UdQ6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ZZATPwdswct6vGB92h5Pn3s/H7nDy3cvSTqhOeCpLUkMI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tfzn8H2ok84VZfK4sB5IxypIAiCIAiCMBybTnJKajv4y5YMevrMTInyZN38MNyd7YY9pqKzitez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\nDCn/DyqVp3Zk3vcXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110659a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M1 = 10\n",
    "M2 = 50\n",
    "M3 = 10\n",
    "\n",
    "DDD = MA(CLOSE, M1) - MA(CLOSE, M2)\n",
    "AMA = MA(DDD, M3)\n",
    "\n",
    "print(DDD, AMA)\n",
    "\n",
    "f, (ax1, ax2) = plt.subplots(2, 1)\n",
    "\n",
    "ax1.plot(C.series, label=\"close\")\n",
    "ax1.plot(MA(C, 30).series, label=\"ma60\")\n",
    "ax1.set_xlim(50)\n",
    "\n",
    "ax2.plot(DDD.series, label=\"DDD\")\n",
    "ax2.plot(AMA.series, label=\"AMA\")\n",
    "ax2.set_xlim(50)\n",
    "\n",
    "plt.legend(loc=\"best\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 选股"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lambda : C / C[1] - 1 >= 0.0995,\n",
      "20170104 20170104\n",
      "[20170104]\n",
      "20170104 000017.XSHE 深中华A\n",
      "20170104 000026.XSHE 飞亚达A\n",
      "20170104 000045.XSHE 深纺织A\n",
      "20170104 000585.XSHE 东北电气\n",
      "20170104 000595.XSHE *ST宝实\n",
      "20170104 000678.XSHE 襄阳轴承\n",
      "20170104 000695.XSHE 滨海能源\n",
      "20170104 000710.XSHE *ST天仪\n",
      "20170104 000755.XSHE *ST三维\n",
      "20170104 000885.XSHE 同力水泥\n",
      "20170104 000959.XSHE 首钢股份\n",
      "20170104 002245.XSHE 澳洋顺昌\n",
      "20170104 002297.XSHE 博云新材\n",
      "20170104 002300.XSHE 太阳电缆\n",
      "20170104 002461.XSHE 珠江啤酒\n",
      "20170104 002530.XSHE 丰东股份\n",
      "20170104 002703.XSHE 浙江世宝\n",
      "20170104 002709.XSHE 天赐材料\n",
      "20170104 002738.XSHE 中矿资源\n",
      "20170104 002833.XSHE 弘亚数控\n",
      "20170104 002835.XSHE 同为股份\n",
      "20170104 002836.XSHE 新宏泽\n",
      "20170104 002837.XSHE 英维克\n",
      "20170104 300073.XSHE 当升科技\n",
      "20170104 300130.XSHE 新国都\n",
      "20170104 300175.XSHE 朗源股份\n",
      "20170104 300219.XSHE 鸿利智汇\n",
      "20170104 300243.XSHE 瑞丰高材\n",
      "20170104 300304.XSHE 云意电气\n",
      "20170104 300340.XSHE 科恒股份\n",
      "20170104 300402.XSHE 宝色股份\n",
      "20170104 300503.XSHE 昊志机电\n",
      "20170104 300571.XSHE 平治信息\n",
      "20170104 300573.XSHE 兴齐眼药\n",
      "20170104 300576.XSHE 容大感光\n",
      "20170104 300577.XSHE 开润股份\n",
      "20170104 300579.XSHE 数字认证\n",
      "20170104 300581.XSHE 晨曦航空\n",
      "20170104 300582.XSHE 英飞特\n",
      "20170104 300585.XSHE 奥联电子\n",
      "No data for 300604.XSHE\n",
      "No data for 300640.XSHE\n",
      "20170104 600183.XSHG 生益科技\n",
      "20170104 600209.XSHG 罗顿发展\n",
      "20170104 600215.XSHG 长春经开\n",
      "20170104 600249.XSHG 两面针\n",
      "20170104 600416.XSHG 湘电股份\n",
      "20170104 600571.XSHG 信雅达\n",
      "20170104 600680.XSHG ST上普\n",
      "20170104 600698.XSHG 湖南天雁\n",
      "20170104 600800.XSHG 天津磁卡\n",
      "20170104 600810.XSHG 神马股份\n",
      "20170104 601188.XSHG 龙江交通\n",
      "20170104 601375.XSHG 中原证券\n",
      "20170104 601965.XSHG 中国汽研\n",
      "20170104 603009.XSHG 北特科技\n",
      "20170104 603058.XSHG 永吉股份\n",
      "20170104 603186.XSHG 华正新材\n",
      "20170104 603218.XSHG 日月股份\n",
      "20170104 603239.XSHG 浙江仙通\n",
      "20170104 603298.XSHG 杭叉集团\n",
      "20170104 603577.XSHG 汇金通\n",
      "20170104 603779.XSHG 威龙股份\n",
      "20170104 603823.XSHG 百合花\n",
      "20170104 603886.XSHG 元祖股份\n",
      "20170104 603929.XSHG 亚翔集成\n",
      "20170104 603988.XSHG 中电电机\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 选出涨停股\n",
    "select(\n",
    "    lambda : C / C[1] - 1 >= 0.0995,\n",
    "    start_date=20170104,\n",
    "\tend_date=20170104,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lambda : ((HHV(MAX(C, O), 30) / LLV(MIN(C, O), 30) - 1 < 0.07)\n",
      "              & (HHV(MAX(C, O), 100) / LLV(MIN(C, O), 100) - 1 > 0.25)\n",
      "              & (COUNT(C > MA(C, 60), 10) > 3)\n",
      "             ),\n",
      "20170104 20170104\n",
      "[20170104]\n",
      "20170104 600512.XSHG 腾达建设\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 选出最近30天K线实体最高价最低价差7%以内，最近100天K线实体最高价最低价差25%以内，\n",
    "# 最近10天，收盘价大于60日均线的天数大于3天\n",
    "select(\n",
    "    lambda : ((HHV(MAX(C, O), 30) / LLV(MIN(C, O), 30) - 1 < 0.07)\n",
    "              & (HHV(MAX(C, O), 100) / LLV(MIN(C, O), 100) - 1 > 0.25)\n",
    "              & (COUNT(C > MA(C, 60), 10) > 3)\n",
    "             ),\n",
    "    start_date=20170104,\n",
    "\tend_date=20170104,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lambda : (EVERY(V < MA(V, 20) / 2, 3) & EVERY(L < MA(C, 20), 3) & EVERY(H > MA(C, 20), 3)),\n",
      "[20170104]\n",
      "Cool, 在 20170104 选出 002633.XSHE 申科股份\n",
      "No data for 300604.XSHE\n",
      "No data for 300640.XSHE\n",
      "Cool, 在 20170104 选出 600857.XSHG 宁波中百\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 选出最近3天每天的成交量小于20日成交量均线，最近3天最低价低于20日均线，最高价高于20日均线\n",
    "# 自定义选股回调函数\n",
    "def callback(date, order_book_id, symbol):\n",
    "    print(\"Cool, 在\", date, \"选出\", order_book_id, symbol)\n",
    "\n",
    "    \n",
    "select(\n",
    "    lambda : (EVERY(V < MA(V, 20) / 2, 3) & EVERY(L < MA(C, 20), 3) & EVERY(H > MA(C, 20), 3)),\n",
    "    start_date=20170104,\n",
    "\tend_date=20170104,\n",
    "    callback=callback,\n",
    ")"
   ]
  }
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